Proof that First Differencing Transforms a Random Walk into a Stationary Process
Students sometimes confuse the process itself with its increments. The random walk's position accumulates past shocks, leading to time-varying mean and variance. The first difference, however, isolates the current shock, whose distribution is constant.
Institutional Reference: Time Series Analysis
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